#ifdef MNN_SUPPORT_FP16 #pragma OPENCL EXTENSION cl_khr_fp16 : enable #endif #define GLOBAL_SIZE_3_DIMS \ __private const int global_size_dim0, __private const int global_size_dim1, __private const int global_size_dim2, #define DEAL_NON_UNIFORM_DIM3(input1, input2, input3) \ if (input1 >= global_size_dim0 || input2 >= global_size_dim1 || input3 >= global_size_dim2) { \ return; \ } inline float4 gelu(float4 in){ float4 value = 0.79788458f * (0.044715f * in * in * in + in); float4 x2 = value * value; float4 dst = value > (float4)5.0f ? (float4)1.0f : (value <= -(float4)5.0f ? -(float4)1.0f : (value * (135135.0f + x2 * (17325.0f + x2 * (378.0f + x2)))) / (135135.0f + x2 * (62370.0f + x2 * (3150.0f + x2 * 28.0f)))); return (1.0f + dst) * in * 0.5f; } __kernel void unary_buf_c4_c4(GLOBAL_SIZE_3_DIMS __global const INPUT_TYPE *input, __global OUTPUT_TYPE *output, __private const int width, __private const int height, __private const int channel, __private const int batch, __private const int input_pad_left, __private const int input_pad_right, __private const int output_pad_left, __private const int output_pad_right) { const int channel_block_idx = get_global_id(0); const int w = get_global_id(1); const int hb = get_global_id(2); DEAL_NON_UNIFORM_DIM3(channel_block_idx, w, hb); const int batch_idx = hb / height; const int height_idx = hb % height; const int offset = (((batch_idx+channel_block_idx*batch)*height+height_idx)*width+w) * 4; float4 in = convert_float4(vload4(0, input+offset)); float4 out = OPERATOR; vstore4(CONVERT_OUTPUT4(out), 0, output+offset); } __kernel void unary_buf_c4_c16(GLOBAL_SIZE_3_DIMS __global const INPUT_TYPE *input, __global OUTPUT_TYPE *output, __private const int width, __private const int height, __private const int channel, __private const int batch, __private const int input_pad_left, __private const int input_pad_right, __private const int output_pad_left, __private const int output_pad_right) { const int channel_block_idx = get_global_id(0); const int w = get_global_id(1); const int hb = get_global_id(2); DEAL_NON_UNIFORM_DIM3(channel_block_idx, w, hb); const int batch_idx = hb / height; const int height_idx = hb % height; const int dst_width = output_pad_left+width+output_pad_right; const int channel16 = (channel + 15) / 16; const int channe_out_idx = channel_block_idx >> 2; const int offset = (((batch_idx+channel_block_idx*batch)*height+height_idx)*width+w) * 4; const int dst_offset = (((batch_idx*channel16+channe_out_idx)*height+height_idx)*dst_width+w+output_pad_left) * 16 + (channel_block_idx % 4) * 4; float4 in = convert_float4(vload4(0, input+offset)); float4 out = OPERATOR; vstore4(CONVERT_OUTPUT4(out), 0, output+dst_offset); if(w == 0){ int pad_offset = (((batch_idx*channel16+channe_out_idx)*height+height_idx)*dst_width) * 16 + (channel_block_idx % 4) * 4; for(int i = 0; i < output_pad_left; ++i){ vstore4((OUTPUT_TYPE4)0, 0, output + pad_offset + i * 16); } pad_offset += (width + output_pad_left) * 16; for(int i = 0; i < output_pad_right; ++i){ vstore4((OUTPUT_TYPE4)0, 0, output + pad_offset + i * 16); } } } __attribute__((intel_reqd_sub_group_size(16))) __kernel void unary_buf_c16_c16(GLOBAL_SIZE_3_DIMS __global const INPUT_TYPE *input, __global OUTPUT_TYPE *output, __private const int width, __private const int height, __private const int channel, __private const int batch, __private const int input_pad_left, __private const int input_pad_right, __private const int output_pad_left, __private const int output_pad_right) { const int channel_idx = get_group_id(0); const int w = get_global_id(1) << 2; const int hb = get_global_id(2); const int sglid = get_sub_group_local_id(); const int batch_idx = hb / height; const int height_idx = hb % height; const int src_width = width + input_pad_left + input_pad_right; const int dst_width = width + output_pad_left + output_pad_right; const int channel16 = (channel + 15) / 16; const int src_offset = (((batch_idx*channel16+channel_idx)*height+height_idx)*src_width+w+input_pad_left) * 16; const int dst_offset = (((batch_idx*channel16+channel_idx)*height+height_idx)*dst_width+w+output_pad_left) * 16; float4 in = convert_float4(AS_INPUT_DATA4(INTEL_SUB_GROUP_READ4((__global INTEL_DATA*)(input + src_offset)))); float4 out = OPERATOR; if (w + 4 > width) { for (int i = 0; i < width % 4; i++) { output[dst_offset + i * 16 + sglid] = (OUTPUT_TYPE)out[i]; } } else{ INTEL_SUB_GROUP_WRITE4((__global INTEL_DATA*)(output + dst_offset), AS_OUTPUT_DATA4(CONVERT_OUTPUT4(out))); } if(w == 0){ int pad_offset = (((batch_idx*channel+channel_idx)*height+height_idx)*dst_width) * 16 + sglid; for(int i = 0; i < output_pad_left; ++i){ output[pad_offset + i * 16] = (OUTPUT_TYPE)0; } pad_offset += (width + output_pad_left) * 16; for(int i = 0; i < output_pad_right; ++i){ output[pad_offset + i * 16] = (OUTPUT_TYPE)0; } } } __attribute__((intel_reqd_sub_group_size(16))) __kernel void unary_buf_c16_c4(GLOBAL_SIZE_3_DIMS __global const INPUT_TYPE *input, __global OUTPUT_TYPE *output, __private const int width, __private const int height, __private const int channel, __private const int batch, __private const int input_pad_left, __private const int input_pad_right, __private const int output_pad_left, __private const int output_pad_right) { const int channel_idx = get_group_id(0); const int w = get_global_id(1) << 2; const int hb = get_global_id(2); const int sglid = get_sub_group_local_id(); const int batch_idx = hb / height; const int height_idx = hb % height; const int src_width = width + input_pad_left + input_pad_right; const int channel16 = (channel + 15) / 16; const int src_offset = (((batch_idx*channel16+channel_idx)*height+height_idx)*src_width+w+input_pad_left) * 16; const int dst_offset = (((batch_idx+(channel_idx<<2)*batch)*height+height_idx)*width+w) * 4; const int height_width = height * width * 4; float4 in = convert_float4(AS_INPUT_DATA4(INTEL_SUB_GROUP_READ4((__global INTEL_DATA*)(input + src_offset)))); float4 out = OPERATOR; const int lid_x = sglid % 4; const int lid_y = sglid / 4; int block_size = w + 4 > width ? (width % 4) : 4; for (int i = 0; i < block_size; i++) { output[dst_offset + i * 4 + lid_y * height_width + lid_x] = (OUTPUT_TYPE)out[i]; } }